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cs.CL2026
Linear representations in language models can change dramatically over a conversation
Andrew Kyle Lampinen, Yuxuan Li, Eghbal Hosseini +2
Language model representations often contain linear directions that correspond to high-level concepts. Here, we study the dynamics of these representations: how representations evo…
cs.CL2026
Context Structure Reshapes the Representational Geometry of Language Models
Eghbal A. Hosseini, Yuxuan Li, Yasaman Bahri +2
Large Language Models (LLMs) have been shown to organize the representations of input sequences into straighter neural trajectories in their deep layers, which has been hypothesize…